Real-time human posture estimation using monocular thermal images

被引:12
|
作者
Iwasawa, S [1 ]
Ebihara, K [1 ]
Ohya, J [1 ]
Morishima, S [1 ]
机构
[1] ATR, Media Integrat & Commun Res Labs, Kyoto 61902, Japan
关键词
D O I
10.1109/AFGR.1998.670996
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper introduces a new real-lime method to estimate the posture of a human from thermal images acquired by an infrared camera regardless of the background and lighting conditions. Distance transformation is performed for the human body area extracted from the thresholded thermal image for the calculation of the center of gravity. After the orientation of the zipper half of the body is obtained by calculating the moment of inertia, significant points such as the top of the head, the tips oft he hands and foot are heuristically located. In addition, the elbow and knee positions are estimated from the detected (significant) points using a genetic algorithm based learning procedure. The experimental results demonstrate the robustness of the proposed algorithm and real-time (faster than 20 frames per second) performance.
引用
收藏
页码:492 / 497
页数:2
相关论文
共 50 条
  • [41] Remarks on real-time 3D human body posture estimation using multi-camera system
    Takahashi, Kazuhiko
    Nagasawa, Yusuke
    Hashimoto, Masafumi
    IECON 2007: 33RD ANNUAL CONFERENCE OF THE IEEE INDUSTRIAL ELECTRONICS SOCIETY, VOLS 1-3, CONFERENCE PROCEEDINGS, 2007, : 2360 - +
  • [42] Real-Time Human Gaze Estimation
    Rowntree, Thomas
    Pontecorvo, Carmine
    Reid, Ian
    2019 DIGITAL IMAGE COMPUTING: TECHNIQUES AND APPLICATIONS (DICTA), 2019, : 98 - 104
  • [43] Real-Time Algorithm for Relative Position Estimation Between Person and Robot Using a Monocular Camera
    Lee, Jung Uk
    Sun, Ju Young
    Won, Mooncheol
    TRANSACTIONS OF THE KOREAN SOCIETY OF MECHANICAL ENGINEERS A, 2013, 37 (12) : 1445 - 1452
  • [44] Comparing Monocular Camera Depth Estimation Models for Real-time Applications
    Diab, Abdelrahman
    Sabry, Mohamed
    El Mougy, Amr
    ICAART: PROCEEDINGS OF THE 14TH INTERNATIONAL CONFERENCE ON AGENTS AND ARTIFICIAL INTELLIGENCE - VOL 3, 2022, : 673 - 680
  • [45] Real-Time Estimation of Drivable Image Area based on Monocular Vision
    Miranda Neto, A.
    Victorino, A. Correa
    Fantoni, I.
    Ferreira, J. V.
    2013 IEEE INTELLIGENT VEHICLES SYMPOSIUM WORKSHOPS (IV WORKSHOPS), 2013, : 63 - 68
  • [46] RT-ViT: Real-Time Monocular Depth Estimation Using Lightweight Vision Transformers
    Ibrahem, Hatem
    Salem, Ahmed
    Kang, Hyun-Soo
    SENSORS, 2022, 22 (10)
  • [47] Robust Scale Estimation in Real-Time Monocular SFM for Autonomous Driving
    Song, Shiyu
    Chandraker, Manmohan
    2014 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2014, : 1566 - 1573
  • [48] Thermal ice growth: Real-time estimation
    Daly, SF
    JOURNAL OF COLD REGIONS ENGINEERING, 1998, 12 (01) : 11 - 28
  • [49] Real-time Step Edge Estimation Using Stereo Images for Biped Robot
    Asatani, Minami
    Sugimoto, Shigeki
    Okutomi, Masatoshi
    2011 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS, 2011, : 4463 - 4468
  • [50] Real-Time Monitoring Human Motion System for Ergonomic Posture
    Otto, Thiago Beckert
    Campos, Alexandre
    de Souza, Marcos Aurelio
    ADVANCES IN AUTOMATION AND ROBOTICS RESEARCH IN LATIN AMERICA, 2017, 13 : 223 - 234